Enhanced Success-history Based Parameter Adaptation for Differential Evolution and Real-World Optimization Problems

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61988987%3A17310%2F16%3AA1701GWG" target="_blank" >RIV/61988987:17310/16:A1701GWG - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Enhanced Success-history Based Parameter Adaptation for Differential Evolution and Real-World Optimization Problems
Original language description
An enhanced adaptive differential evolution algorithm is described and applied to the CEC 2011 test suite of real-world optimization problems. The new algorithm combines success-history based adaptation known from SHADE and the competition of the various strategies in differential evolution. The comparison of the newly proposed algorithm (called SHADE4) with the algorithm winning in CEC 2011 competition shows that the new algorithm performs signicantly better in 11 out of 22 test problems and worse only in four problems. The performance of SHADE4 was also signicantly better than the original SHADE. The new algorithm is almost control-parameter free, which is helpful to its usage in the solution of the real-world problems.
Czech name
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Czech description
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Publication year
2016
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Bioinspired Optimization Methods and their Applications, BIOMA 2016
ISBN
978-961-264-093-4
ISSN
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e-ISSN
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Number of pages
13
Pages from-to
159-171
Publisher name
Jožef Stefana Institute
Place of publication
Ljubljana, Slovenia
Event location
Bled, Slovinsko
Event date
May 18, 2016
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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